{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "deletable": true,
    "editable": true,
    "id": "AAFcG2Gq0AlG"
   },
   "source": [
    "# LSTM for Bonn University Epilepsy Dataset\n",
    "\n",
    "A | B | C | D | E\n",
    "--- | --- | --- | --- | ---\n",
    "*Non-Epileptic* | *Non-Epileptic* | `Epileptic` | `Epileptic` | `Epileptic`\n",
    "Eyes Opened | Eyes Closed | Interictal | Interictal | Ictal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 9537
    },
    "colab_type": "code",
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "executionInfo": {
     "elapsed": 18560,
     "status": "ok",
     "timestamp": 1531563831837,
     "user": {
      "displayName": "Yannick Roy",
      "photoUrl": "//lh3.googleusercontent.com/-YMx4BeKwWPo/AAAAAAAAAAI/AAAAAAAAQXg/feyISaEOp64/s50-c-k-no/photo.jpg",
      "userId": "103169400758362496155"
     },
     "user_tz": 240
    },
    "id": "T3GBMD7QrVFV",
    "outputId": "2f5932d5-284d-4d02-d9a4-66df19f122de"
   },
   "outputs": [],
   "source": [
    "# Will enable Google Colab specific code. If you run locally, put it to False.\n",
    "GColab = False\n",
    "\n",
    "if GColab:\n",
    "  !wget http://epileptologie-bonn.de/cms/upload/workgroup/lehnertz/Z.zip  # Set A\n",
    "  !wget http://epileptologie-bonn.de/cms/upload/workgroup/lehnertz/O.zip  # Set B\n",
    "  !wget http://epileptologie-bonn.de/cms/upload/workgroup/lehnertz/N.zip  # Set C\n",
    "  !wget http://epileptologie-bonn.de/cms/upload/workgroup/lehnertz/F.zip  # Set D\n",
    "  !wget http://epileptologie-bonn.de/cms/upload/workgroup/lehnertz/S.zip  # Set E\n",
    "\n",
    "  !unzip Z.zip -d 'Set A'\n",
    "  !unzip O.zip -d 'Set B'\n",
    "  !unzip N.zip -d 'Set C'\n",
    "  !unzip F.zip -d 'Set D'\n",
    "  !unzip S.zip -d 'Set E'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "collapsed": true,
    "deletable": true,
    "editable": true,
    "id": "oBjcvFd_s62V"
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 85
    },
    "colab_type": "code",
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "executionInfo": {
     "elapsed": 5806,
     "status": "ok",
     "timestamp": 1531563838251,
     "user": {
      "displayName": "Yannick Roy",
      "photoUrl": "//lh3.googleusercontent.com/-YMx4BeKwWPo/AAAAAAAAAAI/AAAAAAAAQXg/feyISaEOp64/s50-c-k-no/photo.jpg",
      "userId": "103169400758362496155"
     },
     "user_tz": 240
    },
    "id": "b4mb4zPNtRKk",
    "outputId": "1fc2b5b2-330f-4051-eab6-dd6f46af0e6d",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:01<00:00, 60.54it/s]\n",
      "100%|██████████| 100/100 [00:01<00:00, 61.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200  Files\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "if GColab:\n",
    "  !pip install tqdm\n",
    "  \n",
    "import os\n",
    "from tqdm import tqdm\n",
    "\n",
    "if GColab:\n",
    "  DATA_DIR_A = './Set A/'\n",
    "  DATA_DIR_B = './Set B/'\n",
    "  DATA_DIR_C = './Set C/'\n",
    "  DATA_DIR_D = './Set D/'\n",
    "  DATA_DIR_E = './Set E/'\n",
    "else:\n",
    "  DATA_DIR_A = '/Users/yannick/Cortex/HackerFest/Epilepsy/Bonn University/Set A/'\n",
    "  DATA_DIR_B = '/Users/yannick/Cortex/HackerFest/Epilepsy/Bonn University/Set B/'\n",
    "  DATA_DIR_C = '/Users/yannick/Cortex/HackerFest/Epilepsy/Bonn University/Set C/'\n",
    "  DATA_DIR_D = '/Users/yannick/Cortex/HackerFest/Epilepsy/Bonn University/Set D/'\n",
    "  DATA_DIR_E = '/Users/yannick/Cortex/HackerFest/Epilepsy/Bonn University/Set E/'\n",
    "  \n",
    "LABEL_C1 = 0\n",
    "LABEL_C2 = 1\n",
    "LABEL_C3 = 2\n",
    "\n",
    "def load_data():\n",
    "    data = []\n",
    "    nbFiles = 0\n",
    "    for fname in tqdm(os.listdir(DATA_DIR_A)):\n",
    "        img = np.loadtxt(DATA_DIR_A + fname)\n",
    "        data.append([img, np.array(LABEL_C1)])\n",
    "        nbFiles+=1\n",
    "\n",
    "    #for fname in tqdm(os.listdir(DATA_DIR_B)):\n",
    "    #    img = np.loadtxt(DATA_DIR_B + fname)\n",
    "    #    data.append([img, np.array(LABEL_C1)])\n",
    "    #    nbFiles+=1    \n",
    "    \n",
    "    #for fname in tqdm(os.listdir(DATA_DIR_C)):\n",
    "    #    img = np.loadtxt(DATA_DIR_C + fname)\n",
    "    #    data.append([np.array(img), np.array(LABEL_C2)])\n",
    "    #    nbFiles+=1\n",
    "\n",
    "    #for fname in tqdm(os.listdir(DATA_DIR_D)):\n",
    "    #    img = np.loadtxt(DATA_DIR_D + fname)\n",
    "    #    data.append([np.array(img), np.array(LABEL_C2)])\n",
    "    #    nbFiles+=1\n",
    "\n",
    "    for fname in tqdm(os.listdir(DATA_DIR_E)):\n",
    "        img = np.loadtxt(DATA_DIR_E + fname)\n",
    "        data.append([np.array(img), np.array(LABEL_C2)])\n",
    "        nbFiles+=1\n",
    "        \n",
    "    return data\n",
    "\n",
    "\n",
    "data = load_data()\n",
    "print(len(data), \"Files\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize your data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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91PzmH57BBy+LCsC84ecz8PZfPDxcTUsoVwJc/sg69FXDhuY/5dxZeOM5M4e5Vfl85caF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\n+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hdddtEo6r1T5XOEOp4sbECRse8zrzgEH3uhP6vojM3YVC2s8+F3roNAUUDTRWTHCmog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N8lszuSD11fbyU4tAyrPv1TmdSojQn80Yl7j6joUIKYU+73MWIVKliZoRaKkCTLSVaNeaCStA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rCRqKjBvd3vrifp6dQrixKWHkajukzMVCd/3xjXYiZ6EP8eeixV5JV7LFS1XvvzNOYI/PzM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\n4aUl69M+u+pfC/DYvJUVaBWw0fOU2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og/A3gewK5CiGVCiC8AuAHAUUKIRQCmeX9DSjkf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\n2bT6OYxVEjuQdELi8d+0f1u2Wa9fuaq+xSps7MFR+jbOPtSd7VnYW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6kzAIWnn7dDJSWm\nH+CV+Rut9N0gCKJ6UlvKKNVSal+d6aY5O0e+p357OQ6rpNWZNPWIM2raNKKdAuPmqULYldTVG54J\nNdR2JQPps/e9g0P26onnvntaquMbWvK49snZePSbJwOI25NwagsD1cRw5Ch3xejJ6WvxI6IzlBZ0\nQeCWF+fby2RYYVOciqRO6AzxbgdSN7oauYwLlIjWPHzKlhYeCPt8W3vTs+hUDQtAXcw555CBGL9o\nszQerW9oRXvBx7ABPaDrDvvWZhX7SpSDa6iYyv2RP72Nv3zhuNiuKh1mmmid+Iv/aK9Dn0m3wGB0\n9Pjy/QTyRT96d0U/0Npbvq8KEMf3i/+mz1CVceG5ThTyPnXFVu2kSYSm22zAVo29boNOuBoI+/5q\n1ysrfFFiIPnyN6Z6pS0dxcj2oHVAaC9VZ+OMrTwLW1qbQefk0GqEpbzeK/M3YjpxnPmM9UYdVLp3\nlqyBlEdddfhOGtsKuHXMAnyKZSHlwsdA2IZzjOlOn4m/N1MIFC+bskBX9BVGYHQ/IwNJE8JG6oiY\n15k0ldI4DY3hZtHipLx94YYd+Pe7a3DDRYcq74a/Cx558NDklTjugL7yBQ1l++6/ZuArp25T3o1Y\nKKvOeFHZYsecfOzW5g789jVZNzXp3Te1F3Dz8/MAAGOuPl3aR+cj/L3ovm19s16OpKMUrXL6L8dr\ny2HTiVLCMhNsap8tFhT9YLew+U3oZiAZcNqIAThs715aweyCobKICUcaAeOpK+SwiTMPGqA9jjuP\nKHQT+79PXInh149FQ0sHnp+1HofdNA7z1m+P2BajbnlVMpzGL9yEtdtCJpJgmoi9poGYOo8Acwc6\n/PqxuO/N5cbyU1AGEvf80okMv9cvxi6I9G9MzSoNI6AtX4yMI504OS0T7WTe396Kqx6dYVwBFEU3\nebMrmZCNm7dBytKne7409FfTfvHdhb5L0uszGSEm1klTewF/IjpTtD11FItK5y6o3ZzQxB0aT89Y\nhysemY4np4daTjYBVSCkzYvyAJ0LCdWxc7gBwZ1MXSminaYe8e+0xKJRpUOTQUi0UPSNqyRitVbX\nlzw+bQ0emrxS2pYv+hg3b0Oqb2EbRhdtbKxYzJqvyIkBm1Zn27cr974vzFqffJAG15ThdDJN6njY\nAK1GE5fWK8enzWDXjW6khaNpV6L929LCi+NFU9QdqWunYhLHxbd53RYTU7r11Dtexzl3TjBeuyrj\nafUhg4CEA5X22bq40U/PJs608P+lJWZAOW2wUAzwy5cX4hdjFyj7kjWQ1DFGsLSDQP8AfqAuVPDr\n8r+rMq40VtY3d2ifccWWJnzm3smRvIMObR3Fslbsd7TqxzRTeJHAhEWb8K8psj7oTc/Njf4W30qU\nhdoqD09ehcnL6jF91TbJQSQWKGk9FmPRhEWb8dn7JqfWX80XfYn17gd6R2vSMEv30wl1kV1v+eZm\nbCntb2or4NuPTNeyek1oaMlrnTYU+hA29Vp6u09/PK0r1MHL61973qyBVI7dSAWYm00OJJbt1laf\nA0N1oKGzFL96eRH+MXGlxOaPnU1258ztLy1UwrlsT/7czHXKs4l5Uk3OJYw1/f0AKIl3kuzgjTtk\nyRcKar+Kcl3z+Cz8ecIyxZkFlLJIa9BR8JV9UpSMxs5/f3sr6pvalX0mDSTh+HccR2pnXZHhtyvR\n7UBiEOE0Wc9BVdbV6tBIAyHZLTr3NALGVKgPCCcp5XoW1ze04fpn5uC+N2Pm0hPTwhCEdQ2tUcjV\nss3NEsOH1uGvknjuqIMu7XdTlsfWgf47pdA39czbQtienL4W978VO6Xue3N5pH9jWnhKM6Frz/vR\ncXoxw/hvernnZq7HC7PW454JS7X3EWGCOqp7vujj6sdmKNuT8K2Hp+OOl2LNLV2nYmJjpQFPWmcb\n/Lc1dxizBablbGwlhkm+YKbAe5yBxAwKLgqvM5h04ZAxvTlFYQ3YsL0dVzw8Hdtb8xg7531mmITI\ns3pVzv2SBvc0Wdh4PdFpLtjwcwPL5dCbXsb5v32jrGsFQYBrn5yNm56bJ23/0+tL8a2Hp2P8ovLD\ndDnKmWjR1Sk+yAvnF61+Nn9dORpIizY04g1j++k6CAcnL5loQx7J8GRDORkZu9GNNKDdtPgzWhFO\nqG40lEY35Onaqej3TKEjArmMJ5VFLbe6PZtxpDYmDnn4nVV4df5G6TybXRIEMmtwc2M7ri+xOctx\nUBeDAH+esAwvz9ug7DOL5YryydvzhSBaCDOxkot+oNXjA7gGUrw9l3ElO2FrszrRAkJW7JQVW/H2\nUnN/mffN9oMOO9oMC3+lS/ByXHHWcADAV/7xLq5/Zo60//3tscPmS3+five3t2q/1e//swSf++s7\nuPTPkwws6fhvcX5TewHvLN+K1Vubrc8jzv3Nq4tx4m2EmRboHRFJdcn0nYNADi+66A9vRQk1Ji+v\nx0tzN+CeCfG8hN+GP3ZDS4fyLnhYt25c5QwNwBCWZmAPFbTHqu+F2kqqYLlSLCM6iH6OT+6nK1MU\nwlYGwzLKqFbazJ9DyCjIzj35vgK6usHHf3tWbEfLKgJCWz5JlkGHJCa+qT0Dchhp0Q/QUfDx1Htr\n8cuXFyrhdABQb0iI1FH0re+KP0bRD3DK7a/joj+8pewzhrCVtruO3G4LxQDXPT1HIaDsLnSHsBGc\ncdAAHLlvb9wzYRkyrous5yJf9JVO1MRACumw2WjCQdXli0Es9qbzpGe8tAESMR6YtDL6e/ba7fjV\nJ4+KJkKFYhBNDrKuI9E/TQ018o6Xyp2w+BfhhRQp0pNAG5ItC5sQm/z6GQcq16CN/+ghvTGrxKBJ\n47VtLxS1g7mIwzWtngkWy47WvPY+R+7bG3PWbcc7y+tRm/PwxVOGRvvmrtuOBstqmg2LN8YrCAfv\npcbGxak5A7wybwPOOGgganKecpyu/+fbbCsgX3ngXWMmrkp8WJQqzMEdmrzz5YwnXbnzRT+iiIt2\nqCvmaSP6axkYJvzutcVoL/hYsqkRyzY34/ZPHKlcl7f78iYC8d/thaIycJqMdgpePTvjZKTIFwMs\n22w3bDluHaOuiAPAhpIRbltJAoAZq7dhzbYW6zFJwtIUtO7wMT0TMZAoBdr8vtNOYB6ctBLPzVyX\nfGAXgI5ZNHW6qEfCOZvkIOoOYetGV4O2l3wp05foG1P1a6XT88UAG7a3YXBvs9ZF0Q+U0BGTBpLQ\notF107ePXYB1DaquYY6JSIt7rNgS94+rSxIEtn7CJWLQQQBsayHsj3LGDcuxZgZS6X+2f9HGRtz4\nzFzNGfTcwNiH0MvRZ/dcR1pqamjJo39dlfEeNNGHcg+NQ8EGM3NcOBzk7TVZ2YYynQ+E3zxpLYEK\nJmdcR0lQw7/BpoRx0YQkZ6EOz8xYi/c1dTwsV3LIf2sCS56ioVXNNsUXuLSZBDVsIcmBBNGG4rmY\n6djoz0CtQ5TxrzgIDO9QZ14Jp1hje1xvFHubOTNsry4xhI3tF3PQLc1qf8JtmnIW4J6buQ7z1u9g\nznP1PW5qDOtvG1mwT+NQF+Bml8lBBoROd4rGNrk+biAO31hkPb4eX5AW6Cj4SmSQLYRNOM027mhX\nQyhN4dR+LNtBr9fSUcSjU1fj0amrsfKOi7Xl25XoZiARuI4TTRYyroOs5yBfVBuBSQOpjTGQxK5r\nn5qNg254KTquRSN46joORvH40jLw4uz3MXbOBpIiNi636zqS996UZSytBhLHo1NXm3emnKPSeFsb\nA4nCpmjfUQxw1JDeANJ1TK35ouKQaC8U8cm/TMKIG17S0tKBOKzl0alrlBTDADCnJDw4ftFm/JSx\nLeqqKvffLibhRwM0xpaog7PWNOCbD0/Hz56fpxwD6FeYtBm4DIb8Ykt2vUrcE++t2oaHSEpjCh4G\nxcvEx9KXNIYmbQc2TZ/D9+mdVFQJoo4JR4rIZiWwqbENry2QWTWVhLA1tuVxyI0vS6nVgcoYSNRg\nOMMQQttV4MaUSMkMyIOnCBtJep5L7pkkZfzT4SSLNgiHR2h3vF95sFQf6VabcZVkeAVBgPZCETc/\nPy8KW9iZCIJAWs19l6xeFcgYAchphnXoDmHrxs7Ecbe+hlteXBBNJttTOIFpP3ry7f+RMrfxtvz4\ntDVoaZcZSOJ/zmjNeW7Yb5UOeH97a7Tv3jeXaxdOchlZN0fXxd/16mIs3dRkZVdliCOKO2VsTgsO\nuwCvfl802dbsb4zCvfUOBB0D6ZtnHqhcj06KPMeRwoNDZ4Kt3MZdoXBvGeNqc7u+fplEiLmu46ZG\ns0OnoSWfGE4nLu84TjS5p6fw+/OszGnBWTULN+xAa0fRGCVxx0sL8YN/z1KyCsfXS3bU0SxVigYS\n+61jIPEFoJX1zTjm569ISYSCQG3j0hjFnDCKBo0f4DP3TsahP305so8oq1GgURP+FP02vAedA6mp\n5IgSoZM9qzNSdreAOMRiFmb5baGYcO625g7S/4V/KALVKcf6FVua8b3HZuK+N5crkRrcnBB2cZtm\nwT6V4LdlzgfIDCQun0KdPn4QYEtz3JZ0CW1sGkgtrN+gZefvjbZZXl4xh7nw92/hxmdj53xrR+xL\noNerJNnKzkS3A4nAdeKJhOs6EQNJYcT4cmURTicuyCcaptBkEZVFy0ByXdz3xeM6Vf7WjoJWEO31\nBZuk37eT8CcKMaEWR5YjRpgGtg6JZvriBogpJIR3eLRxOQCe/+7pOGpI71QOpBuemSvdZ/Kyehxy\n48uYUZrg0awj0vXIO5qxEyaDWc/Bt88ebj1Gn4UthFhpmPf+9ihdPYWuz+aOrWdnrpccoAKTlm2x\nhkFVUn2enmFmZHCHZlJGBh3k7HVmC77csqtlQfQRin6AHz8xG798WW535bA5ikHIKKQr2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gLqeNpODd27ABPSLn8w72LqgYt3Dapl1cP0SjXQao8w3BQPIDYNqqUEC6GARR4hGKy08b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\nMAzDxMIGJIZhGIZhGIZhGIZhGCaW/w9u9fyKvwD6LgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108e460b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "mpl.rcParams['figure.figsize'] = (20,10)\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "samples_c1 = np.empty((0, 4097), int)\n",
    "while len(samples_c1) < 4:\n",
    "    curID = random.randint(0, len(data))\n",
    "    if data[curID][1] == LABEL_C1:\n",
    "        samples_c1 = np.vstack((samples_c1, data[curID][0]))\n",
    "        \n",
    "samples_c2 = np.empty((0, 4097), int)\n",
    "while len(samples_c2) < 4:\n",
    "    curID = random.randint(0, len(data))\n",
    "    if data[curID][1] == LABEL_C2:\n",
    "        samples_c2 = np.vstack((samples_c2, data[curID][0]))\n",
    "        \n",
    "for i in range(0, 4):\n",
    "    plt.subplot(421 + i * 2)\n",
    "    plt.plot(samples_c1[i])\n",
    "    plt.subplot(421 + i * 2 + 1)\n",
    "    plt.plot(samples_c2[i])\n",
    "\n",
    "ax = plt.subplot(421)\n",
    "ax.set_title(\"CLASS 1\")\n",
    "ax = plt.subplot(422)\n",
    "ax.set_title(\"CLASS 2\")\n",
    "\n",
    "fig.suptitle(\"A vs E\", fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare your data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "collapsed": true,
    "deletable": true,
    "editable": true,
    "id": "BV-fyAV4tdNd"
   },
   "outputs": [],
   "source": [
    "from sklearn.utils import shuffle\n",
    "data = shuffle(data)\n",
    "\n",
    "nb_train = round(len(data) * 0.8)\n",
    "data_train = data[0:nb_train]\n",
    "data_test = data[nb_train:]\n",
    "\n",
    "X_train = np.array([d[0] for d in data_train])\n",
    "Y_train = np.array([d[1] for d in data_train])\n",
    "\n",
    "X_test = np.array([d[0] for d in data_test])\n",
    "Y_test = np.array([d[1] for d in data_test])\n",
    "\n",
    "X_train.shape\n",
    "    \n",
    "X_train = X_train.reshape(X_train.shape[0], 4097, 1)\n",
    "Y_train = Y_train.reshape(Y_train.shape[0], 1)\n",
    "\n",
    "X_test = X_test.reshape(X_test.shape[0], 4097, 1)\n",
    "Y_test = Y_test.reshape(Y_test.shape[0], 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 1074
    },
    "colab_type": "code",
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "executionInfo": {
     "elapsed": 1316494,
     "status": "ok",
     "timestamp": 1531565155242,
     "user": {
      "displayName": "Yannick Roy",
      "photoUrl": "//lh3.googleusercontent.com/-YMx4BeKwWPo/AAAAAAAAAAI/AAAAAAAAQXg/feyISaEOp64/s50-c-k-no/photo.jpg",
      "userId": "103169400758362496155"
     },
     "user_tz": 240
    },
    "id": "gItpgdMFtgnL",
    "outputId": "a794d0b6-7501-46ae-ee00-e52417a11927"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n",
      "/Users/yannick/anaconda/envs/tensorflow35/lib/python3.5/importlib/_bootstrap.py:222: RuntimeWarning: compiletime version 3.6 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.5\n",
      "  return f(*args, **kwds)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_1 (LSTM)                (None, 64)                16896     \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 65        \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 1)                 0         \n",
      "=================================================================\n",
      "Total params: 16,961\n",
      "Trainable params: 16,961\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yannick/anaconda/envs/tensorflow35/lib/python3.5/site-packages/ipykernel/__main__.py:25: UserWarning: The `nb_epoch` argument in `fit` has been renamed `epochs`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 128 samples, validate on 32 samples\n",
      "Epoch 1/20\n",
      "128/128 [==============================] - 118s 920ms/step - loss: 0.5100 - mean_absolute_error: 0.3721 - acc: 0.7812 - val_loss: 0.4445 - val_mean_absolute_error: 0.3445 - val_acc: 0.7500\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 2/20\n",
      "128/128 [==============================] - 119s 929ms/step - loss: 0.4059 - mean_absolute_error: 0.3071 - acc: 0.8906 - val_loss: 0.3423 - val_mean_absolute_error: 0.2710 - val_acc: 0.8438\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 3/20\n",
      "128/128 [==============================] - 122s 955ms/step - loss: 0.3086 - mean_absolute_error: 0.2335 - acc: 0.9219 - val_loss: 0.2814 - val_mean_absolute_error: 0.2251 - val_acc: 0.8750\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 4/20\n",
      "128/128 [==============================] - 120s 935ms/step - loss: 0.2579 - mean_absolute_error: 0.1998 - acc: 0.9375 - val_loss: 0.2301 - val_mean_absolute_error: 0.1888 - val_acc: 0.9375\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 5/20\n",
      "128/128 [==============================] - 111s 870ms/step - loss: 0.2431 - mean_absolute_error: 0.1737 - acc: 0.9531 - val_loss: 0.1879 - val_mean_absolute_error: 0.1566 - val_acc: 0.9688\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 6/20\n",
      "128/128 [==============================] - 112s 874ms/step - loss: 0.1936 - mean_absolute_error: 0.1507 - acc: 0.9531 - val_loss: 0.1515 - val_mean_absolute_error: 0.1308 - val_acc: 0.9688\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 7/20\n",
      "128/128 [==============================] - 111s 869ms/step - loss: 0.1612 - mean_absolute_error: 0.1213 - acc: 0.9609 - val_loss: 0.1073 - val_mean_absolute_error: 0.0947 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 8/20\n",
      "128/128 [==============================] - 111s 865ms/step - loss: 0.1237 - mean_absolute_error: 0.0949 - acc: 0.9609 - val_loss: 0.1335 - val_mean_absolute_error: 0.0968 - val_acc: 0.9375\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 9/20\n",
      "128/128 [==============================] - 113s 886ms/step - loss: 0.0943 - mean_absolute_error: 0.0772 - acc: 0.9766 - val_loss: 0.0823 - val_mean_absolute_error: 0.0715 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 10/20\n",
      "128/128 [==============================] - 120s 940ms/step - loss: 0.0821 - mean_absolute_error: 0.0641 - acc: 0.9844 - val_loss: 0.1368 - val_mean_absolute_error: 0.0914 - val_acc: 0.9688\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 11/20\n",
      "128/128 [==============================] - 118s 922ms/step - loss: 0.1598 - mean_absolute_error: 0.1156 - acc: 0.9375 - val_loss: 0.0563 - val_mean_absolute_error: 0.0535 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 12/20\n",
      "128/128 [==============================] - 118s 918ms/step - loss: 0.0841 - mean_absolute_error: 0.0694 - acc: 0.9844 - val_loss: 0.0378 - val_mean_absolute_error: 0.0365 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 13/20\n",
      "128/128 [==============================] - 118s 925ms/step - loss: 0.2614 - mean_absolute_error: 0.1019 - acc: 0.9297 - val_loss: 0.9985 - val_mean_absolute_error: 0.3591 - val_acc: 0.6562\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 14/20\n",
      "128/128 [==============================] - 119s 930ms/step - loss: 0.2377 - mean_absolute_error: 0.1335 - acc: 0.8984 - val_loss: 0.1269 - val_mean_absolute_error: 0.0856 - val_acc: 0.9375\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 15/20\n",
      "128/128 [==============================] - 118s 919ms/step - loss: 0.1332 - mean_absolute_error: 0.0819 - acc: 0.9531 - val_loss: 0.0431 - val_mean_absolute_error: 0.0408 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 16/20\n",
      "128/128 [==============================] - 121s 945ms/step - loss: 0.0671 - mean_absolute_error: 0.0515 - acc: 0.9922 - val_loss: 0.0318 - val_mean_absolute_error: 0.0305 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 17/20\n",
      "128/128 [==============================] - 128s 998ms/step - loss: 0.0539 - mean_absolute_error: 0.0459 - acc: 0.9922 - val_loss: 0.0257 - val_mean_absolute_error: 0.0249 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 18/20\n",
      "128/128 [==============================] - 127s 996ms/step - loss: 0.0446 - mean_absolute_error: 0.0351 - acc: 0.9922 - val_loss: 0.0212 - val_mean_absolute_error: 0.0207 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 19/20\n",
      "128/128 [==============================] - 119s 926ms/step - loss: 0.0428 - mean_absolute_error: 0.0338 - acc: 0.9922 - val_loss: 0.0208 - val_mean_absolute_error: 0.0203 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 20/20\n",
      "128/128 [==============================] - 120s 939ms/step - loss: 0.0404 - mean_absolute_error: 0.0340 - acc: 0.9922 - val_loss: 0.0184 - val_mean_absolute_error: 0.0180 - val_acc: 1.0000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "40/40 [==============================] - 6s 147ms/step\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout, Activation\n",
    "from keras.layers import Embedding\n",
    "from keras.layers import LSTM\n",
    "\n",
    "#num_steps = 30\n",
    "batch_size = 4\n",
    "nb_epoch = 20\n",
    "hidden_size = 64\n",
    "use_dropout=True\n",
    "\n",
    "model = Sequential()\n",
    "model.add(LSTM(hidden_size, input_shape=(4097,1)))\n",
    "#model.add(LSTM(64, return_sequences=False))\n",
    "\n",
    "if use_dropout:\n",
    "  model.add(Dropout(0.35))\n",
    "model.add(Dense(1))\n",
    "model.add(Activation('sigmoid'))\n",
    "\n",
    "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['mae', 'acc'])\n",
    "\n",
    "print(model.summary())\n",
    "\n",
    "history = model.fit(X_train, Y_train, validation_split=0.2, batch_size=batch_size, nb_epoch=nb_epoch)\n",
    "score = model.evaluate(X_test, Y_test, batch_size=batch_size)\n",
    "\n",
    "#checkpointer = ModelCheckpoint(filepath=data_path + '/model-{epoch:02d}.hdf5', verbose=1)\n",
    "\n",
    "\n",
    "# 1 LSTM with 64 (4097,1)\n",
    "# Adam, Binary_CrossEntropy, Batch Size 4, Epoch 20\n",
    "# --> 99 - 100% Accuracy (A <-> E)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 752
    },
    "colab_type": "code",
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "executionInfo": {
     "elapsed": 574,
     "status": "ok",
     "timestamp": 1531565348816,
     "user": {
      "displayName": "Yannick Roy",
      "photoUrl": "//lh3.googleusercontent.com/-YMx4BeKwWPo/AAAAAAAAAAI/AAAAAAAAQXg/feyISaEOp64/s50-c-k-no/photo.jpg",
      "userId": "103169400758362496155"
     },
     "user_tz": 240
    },
    "id": "48DOAIuo2C6-",
    "outputId": "693be00f-02c4-4048-d203-d036d4c9184e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['mean_absolute_error', 'val_mean_absolute_error', 'loss', 'acc', 'val_acc', 'val_loss'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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B6NChA6NGjSIpKQmA/fv3c+TIEQ4cOEBgYCB9+vRhyJAhrF69+j+PFRHJ9dZPgm+6QP5C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\nTMgEAAAAQM/+fx/GRnUvwZ7pAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c62ff98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kAQBAL4yN1NvaSrn3a9asS1J0JAEwbwiSAACgFzrtfQ/aTpKBpcnqo3UkATBvCJIAAKAX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K0LlGrDpiYhVb1QqkEQVRtY1e4P1399M2FXk5DLPVeH3DmqQu41NaEw1aEwVSFLdU2YqpowpVUh\nqmvc/mqvXf3tKm+7oyZXBYz7u4lpIXyKjgp4wZMXdAUD3HbGYYwekNwxHeqCFCSJiIiISPsKREH6\nKPcYO7Nuf1WZmx63fW1dDaZNb8EnT9e1ie/jwqXa6UQakSR+iEmAY77ddL+1UFHogqXiXDdyrjjP\n1fMqynP7cpZA2a6mr41OaCZgGtwwgErq3/pIPZEDYIzxwhCIi+7+11ltcFUVCnvBk20SPlV5wVXj\ndjVhF1o195q6tq5ddShMVU3z7apDYcrKQ/gw2MtXCpJEREREpHPEJEDmUe5RX+kuN2pp+9q6aXJ5\nayGhn4Ik6VqMgfg09xgwtuV2NZV1I5mKcr1tL3AqzoMtH7jncKMaOSbK1RpLqR8wDXL/DmoDqORB\n+1d3TKSHiQoYogJRPSIU624UJImIiIiIvxL7wcip7lErHAYbgqho//olsr+CsW6KXJ8RLbcJh6Fs\nZ72gKafhCKcd6+Gzd6CyqOlr49KaTqFL9gKn2gAqoa+m0olIh1CQJCIiIiJdTyAAaLUs6cECATeV\nLak/MKHldpXFddPm6o9qqt3etgpKtrO3/litqNhGo5q8qXQJ/Vzx/NgU7znZbcemQJQ+HorIvulO\nISIiIiIi0lXFJkNGMmSMablNqNqtoNhgKl29EU45y1yx+1Bl698rOtF9vwZBkxc2xaU2DZ/2Hq+3\nHd05haNFxD8KkkRERERERLqzqGhIHeIeLbEWygugbDdUFrqRThVFbupc7XNlsSsmXruvoggKs+uO\nN7diXZO+xLQeNDUIp1IgNrVpOBWTpGl5Il2YgiQREREREZGezhhXNymh7/6fI1TjBU6Nw6fafV5A\n1fh4weaG+xpPw2vS1wDENB4Z1TicqjdKKjbZFSCPToTo+LrtmAS3Wp5WwhNpVwqSREREREREZN+i\nggceRoXDUF3aaDRUsRsl1Ww45T2X5MPODXX7Gq9412q/Y1sJmuIbhk7RCa0cb+b1wXivpptI76Eg\nSURERERERDpHIOCNLkoGMvfvHNZCTWXDoKm63E29qyp1z9VlUFVWb1/j4+Vuml/9drWPtgrG70dQ\nlQAxiS3s814TCADGm+bnTfWr3Y7ombptTRWUdqQgSURERERERLoPY1xR7+g4b9W7dhQOQ025C5pq\nQ6f6QVP9IGrv8RaCqpLtTdvWVLRvf9uslfAJIgio6p9jH+dr7tkEXB2tqBg3wm3vdnTddqC5/dGN\ntusdD7Swv63tFbZFTEGSiIiIiIiICLhRQDGJ7pGY3v7nD4eaD52aC6XCIcC6EVhQb7u1Z68dRNC2\n0XOT1+zrHPvRp3CNW2UwVOWew9Xuubrc1diqf2zvdlXddlumNLbV3gBrP4KqE2+B9NEd17cuRkGS\niIiIiIiISGcIREFskntI21nrhVGNAqZQlSsG39z+dmlf3XC7qrRhGFZd7vefTKdSkCQiIiIiIiIi\nXZ8xdaOBSPS7N72WysuLiIiIiIiIiEhEFCSJiIiIiIiIiEhEFCSJiIiIiIiIiEhEFCSJiIiIiIiI\niEhEOjRIMsZMN8asM8ZsNMb8rJnjxhjzoHd8pTHmqI7sj4iIiIiIiIiI7L8OC5KMMVHAw8BpwFjg\nEmPM2EbNTgNGe4+rgEc6qj8iIiIiIiIiInJgOnJE0rHARmvtZ9baKuBZYGajNjOBJ6zzIZBmjBnU\ngX0SEREREREREZH91JFBUiawtd7X2d6+trbBGHOVMWaJMWbJjh072r2jIiIiIiIiIiKyb92i2La1\n9q/W2mOstcdkZGT43R0RERERERERkV6pI4OkHGBova+HePva2kZERERERERERLqAjgySPgZGG2NG\nGmNigIuB+Y3azAcu81ZvmwgUWmvzOrBPIiIiIiIiIiKyn4IddWJrbY0x5gfA60AU8HdrbZYxZpZ3\n/FHgFeB0YCNQBlzRUf0REREREREREZED02FBEoC19hVcWFR/36P1ti1wTUf2QURERERERERE2ke3\nKLYtIiIiIiIiIiL+U5AkIiIiIiIiIiIRUZAkIiIiIiIiIiIRUZAkIiIiIiIiIiIRUZAkIiIiIiIi\nIiIRUZAkIiIiIiIiIiIRUZAkIiIiIiIiIiIRUZAkIiIiIiIiIiIRUZAkIiIiIiIiIiIRUZAkIiIi\nIiIiIiIRMdZav/vQJsaYHcAWv/vRTtKBnX53QroUXRPSHF0X0piuCWmOrgtpTNeENEfXhTSma0Jq\nDbfWZuyrUbcLknoSY8wSa+0xfvdDug5dE9IcXRfSmK4JaY6uC2lM14Q0R9eFNKZrQtpKU9tERERE\nRERERCQiCpJERERERERERCQiCpL89Ve/OyBdjq4JaY6uC2lM14Q0R9eFNKZrQpqj60Ia0zUhbaIa\nSSIiIiIiIiIiEhGNSBIRERERERERkYgoSBIRERERERERkYgoSOoExpjpxph1xpiNxpifNXPcGGMe\n9I6vNMYc5Uc/pXMYY4YaYxYaY9YYY7KMMdc302aaMabQGLPCe/zCj75K5zLGbDbGrPL+zpc0c1z3\nil7EGHNIvXvACmNMkTHmh43a6F7RCxhj/m6M2W6MWV1vX19jzBvGmA3ec58WXtvq7yDSPbVwTdxj\njPnUe3+YZ4xJa+G1rb7XSPfVwnVxhzEmp977xOktvFb3ih6ohWtiTr3rYbMxZkULr9W9QlqkGkkd\nzBgTBawHTgGygY+BS6y1a+q1OR24FjgdOA54wFp7nA/dlU5gjBkEDLLWLjPGJANLgbMbXRPTgJus\ntWf61E3xgTFmM3CMtXZnC8d1r+ilvPeSHOA4a+2WevunoXtFj2eMmQqUAE9Yaw/39v0e2G2t/a33\noa+PtfanjV63z99BpHtq4Zo4FXjbWltjjPkdQONrwmu3mVbea6T7auG6uAMosdb+oZXX6V7RQzV3\nTTQ6fi9QaK39ZTPHNqN7hbRAI5I63rHARmvtZ9baKuBZYGajNjNx/7ittfZDIM0LG6QHstbmWWuX\nedvFwFog099eSTehe0XvdRKwqX6IJL2HtXYRsLvR7pnAbG97NnB2My+N5HcQ6YaauyastQustTXe\nlx8CQzq9Y+KrFu4VkdC9oodq7ZowxhjgQuCZTu2U9AgKkjpeJrC13tfZNA0NImkjPZAxZgRwJPC/\nZg5P8oanv2qMGdepHRO/WOBNY8xSY8xVzRzXvaL3upiWf9HTvaJ3GmCtzfO2twEDmmmje0bv9W3g\n1RaO7eu9Rnqea733ib+3MA1W94reaQqQb63d0MJx3SukRQqSRHxijEkC/g380Fpb1OjwMmCYtXY8\n8BDwQmf3T3xxvLV2AnAacI03HFl6OWNMDDADeK6Zw7pXCNbVKVCtAgHAGHMLUAM81UITvdf0Lo8A\nBwETgDzgXn+7I13IJbQ+Gkn3CmmRgqSOlwMMrff1EG9fW9tID2KMicaFSE9Za59vfNxaW2StLfG2\nXwGijTHpndxN6WTW2hzveTswDzfUvD7dK3qn04Bl1tr8xgd0r+jV8muntnrP25tpo3tGL2OM+RZw\nJvAN20Ih1Ajea6QHsdbmW2tD1tow8BjN/33rXtHLGGOCwLnAnJba6F4hrVGQ1PE+BkYbY0Z6/6t8\nMTC/UZv5wGXeikwTcQXP8hqfSHoGbz7y48Baa+19LbQZ6LXDGHMs7t/qrs7rpXQ2Y0yiV3wdY0wi\ncCqwulEz3St6pxb/x1D3il5tPnC5t3058GIzbSL5HUR6CGPMdOAnwAxrbVkLbSJ5r5EepFEtxXNo\n/u9b94re52TgU2ttdnMHda+QfQn63YGezls54wfA60AU8HdrbZYxZpZ3/FHgFdwqTBuBMuAKv/or\nnWIy8E1gVb3lNn8ODIO918T5wNXGmBqgHLi4pf9ZlB5jADDPywSCwNPW2td0r+jdvF/eTgG+V29f\n/WtC94pewBjzDDANSDfGZAO3A78F5hpjrgS24AqmYowZDPzNWnt6S7+D+PEzSPtq4Zq4GYgF3vDe\nSz601s6qf03QwnuNDz+CdIAWrotpxpgJuOmvm/HeT3Sv6B2auyastY/TTO1F3SukLYx+3xQRERER\nERERkUhoapuIiIiIiIiIiEREQZKIiIiIiIiIiEREQZKIiIiIiIiIiEREQZKIiIiIiIiIiEREQZKI\niIiIiIiIiEREQZKIiIiIj4wx04wxL/vdDxEREZFIKEgSEREREREREZGIKEgSERERiYAx5lJjzEfG\nmBXGmL8YY6KMMSXGmPuNMVnGmLeMMRle2wnGmA+NMSuNMfOMMX28/aOMMW8aYz4xxiwzxhzsnT7J\nGPN/xphPjTFPGWOMbz+oiIiISCsUJImIiIjsgzHmMOAiYLK1dgIQAr4BJAJLrLXjgHeA272XPAH8\n1Fo7HlhVb/9TwMPW2i8Bk4A8b/+RwA+BscBBwOQO/6FERERE9kPQ7w6IiIiIdAMnAUcDH3uDheKB\n7UAYmOO1eRJ43hiTCqRZa9/x9s8GnjPGJAOZ1tp5ANbaCgDvfB9Za7O9r1cAI4DFHf9jiYiIiLSN\ngiQRERGRfTPAbGvtzQ12GnNbo3Z2P89fWW87hH5HExERkS5KU9tERERE9u0t4HxjTH8AY0xfY8xw\n3O9S53ttvg4sttYWAgXGmCne/m8C71hri4FsY8zZ3jlijTEJnfpTiIiIiBwg/W+XiIiIyD5Ya9cY\nY24FFhhjAkA1cA1QChzrHduOq6MEcDnwqBcUfQZc4e3/JvAXY8wvvXNc0Ik/hoiIiMgBM9bu7whs\nERERkd7NGFNirU3yux8iIiIinUVT20REREREREREJCIakSQiIiIiIiIiIhHRiCQREREREREREYmI\ngiQREREREREREYmIgiQREREREREREYmIgiQREREREREREYmIgiQREREREREREYnI/wNIIsqGoFy4\nzgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1091a93c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# list all data in history\n",
    "print(history.history.keys())\n",
    "# summarize history for accuracy\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()\n",
    "# summarize history for loss\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "default_view": {},
   "name": "Copy of Bonn_LSTM.ipynb",
   "provenance": [
    {
     "file_id": "https://github.com/NeuroTechX/dl-eeg-playground/blob/master/DL-EEG%20Workshops/Epilepsy/Bonn_LSTM.ipynb",
     "timestamp": 1531563648820
    }
   ],
   "version": "0.3.2",
   "views": {}
  },
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